{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "9a71fa36",
   "metadata": {},
   "source": [
    "# LLM Reflection\n",
    "\n",
    "AutoGen supports different LLM prompting and reasoning strategies, such as ReAct, Reflection/Self-Critique, and more. This notebook demonstrates how to realize general LLM reflection with AutoGen. Reflection is a general prompting strategy which involves having LLMs analyze their own outputs, behaviors, knowledge, or reasoning processes.\n",
    "\n",
    "This example leverages a generic interface [nested chats](/docs/tutorial/conversation-patterns#nested-chats) to implement the reflection using multi-agents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dca301a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import autogen\n",
    "\n",
    "config_list = autogen.config_list_from_json(\n",
    "    \"OAI_CONFIG_LIST\",\n",
    ")\n",
    "llm_config = {\n",
    "    \"config_list\": config_list,  # Assuming you have this defined elsewhere\n",
    "    \"timeout\": 120,\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dea04741",
   "metadata": {},
   "source": [
    "## Construct Agents\n",
    "Now we create three agents, including `user_proxy` as a user proxy, `writing_assistant` for generating solutions (based on the initial request or critique), and `reflection_assistant` for reflecting and providing critique."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f8ad9963",
   "metadata": {},
   "outputs": [],
   "source": [
    "user_proxy = autogen.UserProxyAgent(\n",
    "    name=\"user_proxy\",\n",
    "    is_termination_msg=lambda x: x.get(\"content\", \"\") and x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n",
    "    human_input_mode=\"TERMINATE\",\n",
    "    max_consecutive_auto_reply=10,\n",
    "    code_execution_config={\n",
    "        # \"work_dir\": \"coding\",\n",
    "        \"use_docker\": False,\n",
    "    },  # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n",
    ")\n",
    "\n",
    "writing_assistant = autogen.AssistantAgent(\n",
    "    name=\"writing_assistant\",\n",
    "    system_message=\"You are an writing assistant tasked to write engaging blogpost. You try generate the best blogpost possible for the user's request. If the user provides critique, respond with a revised version of your previous attempts.\",\n",
    "    llm_config=llm_config,\n",
    ")\n",
    "\n",
    "reflection_assistant = autogen.AssistantAgent(\n",
    "    name=\"reflection_assistant\",\n",
    "    system_message=\"Generate critique and recommendations on the writing. Provide detailed recommendations, including requests for length, depth, style, etc..\",\n",
    "    llm_config=llm_config,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d2c77d7",
   "metadata": {},
   "source": [
    "## Construct Agent Chats with `reflection_assistant` being a Nested Agent for Reflection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "80075b71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[33muser_proxy\u001b[0m (to writing_assistant):\n",
      "\n",
      "Write an engaging blogpost on the recent updates in AI. The blogpost should be engaging and understandable for general audience. Should have more than 3 paragraphes but no longer than 1000 words.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mwriting_assistant\u001b[0m (to user_proxy):\n",
      "\n",
      "## Navigating the New Frontiers of Artificial Intelligence: A User-Friendly Update\n",
      "\n",
      "Artificial Intelligence (AI) is leaping forward at an exhilarating speed, reshaping our world and how we interact with it. With a raft of recent updates, AI is becoming more intuitive, capable, and integrated into our daily lives. If you've ever felt overwhelmed by tech talk and jargon, worry not! Let's break down the latest in AI, making it not only digestible for everyone but also highlighting why it should matter to you.\n",
      "\n",
      "### AI Gets Creative: GPT-4 and More!\n",
      "\n",
      "Have you heard of ChatGPT? This AI, which made waves for mimicking human-like conversation, has now evolved into its fourth iteration, GPT-4. Imagine an AI that can draft emails, write poetry, or even develop a simple app—all with a human touch that's becoming increasingly difficult to distinguish from its biological counterparts. This goes beyond novelty; it opens avenues for unprecedented assistance in creative fields and the potential for personalized tutoring on a scale we've never seen before.\n",
      "\n",
      "### Goodbye Language Barriers: Real-time Translation\n",
      "\n",
      "The world is a melting pot of languages and cultures, and AI is stirring the pot with real-time translation improvements. In the past, we'd awkwardly fumble through phrasebooks or struggle with translation apps that couldn't quite capture nuance. Today's AI-driven translators are different. They can interpret not just words but the subtleties of context and slang, rendering conversations with people from other cultures smoother and more natural. The ease of international dialogue that this technology can bring is set to change business, travel, and online communication in unimaginable ways.\n",
      "\n",
      "### Health and AI: A Match Made in Data Heaven\n",
      "\n",
      "Medicine and healthcare are areas where AI updates have potentially life-changing implications. Algorithms are now more adept at predicting patient outcomes, personalizing treatment plans, and even assisting in complicated surgeries. AI can sift through medical records and massive amounts of research in microseconds, serving as a valuable sidekick to doctors and researchers. These advancements could mean quicker diagnoses, effective treatments, and even better preventive care, shifting our healthcare paradigms towards more personalized medicine.\n",
      "\n",
      "### From Monoliths to Morsels: AI Chips in Everything\n",
      "\n",
      "AI isn't solely about software. It's also about hardware. Recent updates have seen AI chips becoming smaller, more powerful, and more energy-efficient, allowing them to be embedded into everyday objects. This trend, called the Internet of Things (IoT), means that your refrigerator, car, or even your toothbrush can become 'smart.' These devices can learn your habits and preferences to serve you better. A fridge could monitor your food's expiry dates and suggest recipes based on what you have. Your car could analyze your driving patterns and suggest the most fuel-efficient route. It's convenience at a whole new level, powered by AI.\n",
      "\n",
      "### Ethical AI: A Movement Towards Responsible Development\n",
      "\n",
      "A discussion about AI advancements would be incomplete without touching on the topic of ethics. As AI systems become more prevalent, concerns about privacy, bias, and control have sparked a movement towards more ethical development of AI technologies. Initiatives are underway to create AI that respects privacy by design, incorporates diverse data to avoid biases, and has checks and balances to prevent misuse. This indicates a maturing field that's looking inward, ensuring that these technological leaps benefit humanity while minimizing potential harms.\n",
      "\n",
      "### Looking Ahead: AI's Prospect for Society\n",
      "\n",
      "So, what do these updates mean for the average person? They suggest a future where AI will be part of the fabric of our existence, making life more accessible, efficient, and personalized. We'll find our digital assistants becoming more helpful, our professional work augmented by intelligent tools, and our homes gradually transforming into interconnected ecosystems that respond to our needs.\n",
      "\n",
      "However, with every step we take into this brave new world, we must tread with a mix of optimism and caution. We need to be active participants in shaping how AI evolves, demanding technology that works for the benefit of all. It's not just about what AI can do; it's about what it should do.\n",
      "\n",
      "Staying updated with AI is akin to tuning into the future as it unfolds. And as we move forward, AI's storyline only gets more fascinating, with each new chapter promising a blend of innovation and impact. Stay engaged, stay informed, and let's embrace these AI advancements, ready to leverage them for a brighter, more connected tomorrow.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[31m\n",
      ">>>>>>>> USING AUTO REPLY...\u001b[0m\n",
      "\u001b[33mReflecting...\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStarting a new chat....\n",
      "\n",
      "Message:\n",
      "Reflect and provide critique on the following writing. \n",
      "\n",
      " ## Navigating the New Frontiers of Artificial Intelligence: A User-Friendly Update\n",
      "\n",
      "Artificial Intelligence (AI) is leaping forward at an exhilarating speed, reshaping our world and how we interact with it. With a raft of recent updates, AI is becoming more intuitive, capable, and integrated into our daily lives. If you've ever felt overwhelmed by tech talk and jargon, worry not! Let's break down the latest in AI, making it not only digestible for everyone but also highlighting why it should matter to you.\n",
      "\n",
      "### AI Gets Creative: GPT-4 and More!\n",
      "\n",
      "Have you heard of ChatGPT? This AI, which made waves for mimicking human-like conversation, has now evolved into its fourth iteration, GPT-4. Imagine an AI that can draft emails, write poetry, or even develop a simple app—all with a human touch that's becoming increasingly difficult to distinguish from its biological counterparts. This goes beyond novelty; it opens avenues for unprecedented assistance in creative fields and the potential for personalized tutoring on a scale we've never seen before.\n",
      "\n",
      "### Goodbye Language Barriers: Real-time Translation\n",
      "\n",
      "The world is a melting pot of languages and cultures, and AI is stirring the pot with real-time translation improvements. In the past, we'd awkwardly fumble through phrasebooks or struggle with translation apps that couldn't quite capture nuance. Today's AI-driven translators are different. They can interpret not just words but the subtleties of context and slang, rendering conversations with people from other cultures smoother and more natural. The ease of international dialogue that this technology can bring is set to change business, travel, and online communication in unimaginable ways.\n",
      "\n",
      "### Health and AI: A Match Made in Data Heaven\n",
      "\n",
      "Medicine and healthcare are areas where AI updates have potentially life-changing implications. Algorithms are now more adept at predicting patient outcomes, personalizing treatment plans, and even assisting in complicated surgeries. AI can sift through medical records and massive amounts of research in microseconds, serving as a valuable sidekick to doctors and researchers. These advancements could mean quicker diagnoses, effective treatments, and even better preventive care, shifting our healthcare paradigms towards more personalized medicine.\n",
      "\n",
      "### From Monoliths to Morsels: AI Chips in Everything\n",
      "\n",
      "AI isn't solely about software. It's also about hardware. Recent updates have seen AI chips becoming smaller, more powerful, and more energy-efficient, allowing them to be embedded into everyday objects. This trend, called the Internet of Things (IoT), means that your refrigerator, car, or even your toothbrush can become 'smart.' These devices can learn your habits and preferences to serve you better. A fridge could monitor your food's expiry dates and suggest recipes based on what you have. Your car could analyze your driving patterns and suggest the most fuel-efficient route. It's convenience at a whole new level, powered by AI.\n",
      "\n",
      "### Ethical AI: A Movement Towards Responsible Development\n",
      "\n",
      "A discussion about AI advancements would be incomplete without touching on the topic of ethics. As AI systems become more prevalent, concerns about privacy, bias, and control have sparked a movement towards more ethical development of AI technologies. Initiatives are underway to create AI that respects privacy by design, incorporates diverse data to avoid biases, and has checks and balances to prevent misuse. This indicates a maturing field that's looking inward, ensuring that these technological leaps benefit humanity while minimizing potential harms.\n",
      "\n",
      "### Looking Ahead: AI's Prospect for Society\n",
      "\n",
      "So, what do these updates mean for the average person? They suggest a future where AI will be part of the fabric of our existence, making life more accessible, efficient, and personalized. We'll find our digital assistants becoming more helpful, our professional work augmented by intelligent tools, and our homes gradually transforming into interconnected ecosystems that respond to our needs.\n",
      "\n",
      "However, with every step we take into this brave new world, we must tread with a mix of optimism and caution. We need to be active participants in shaping how AI evolves, demanding technology that works for the benefit of all. It's not just about what AI can do; it's about what it should do.\n",
      "\n",
      "Staying updated with AI is akin to tuning into the future as it unfolds. And as we move forward, AI's storyline only gets more fascinating, with each new chapter promising a blend of innovation and impact. Stay engaged, stay informed, and let's embrace these AI advancements, ready to leverage them for a brighter, more connected tomorrow.\n",
      "\n",
      "Carryover: \n",
      "\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33muser_proxy\u001b[0m (to reflection_assistant):\n",
      "\n",
      "Reflect and provide critique on the following writing. \n",
      "\n",
      " ## Navigating the New Frontiers of Artificial Intelligence: A User-Friendly Update\n",
      "\n",
      "Artificial Intelligence (AI) is leaping forward at an exhilarating speed, reshaping our world and how we interact with it. With a raft of recent updates, AI is becoming more intuitive, capable, and integrated into our daily lives. If you've ever felt overwhelmed by tech talk and jargon, worry not! Let's break down the latest in AI, making it not only digestible for everyone but also highlighting why it should matter to you.\n",
      "\n",
      "### AI Gets Creative: GPT-4 and More!\n",
      "\n",
      "Have you heard of ChatGPT? This AI, which made waves for mimicking human-like conversation, has now evolved into its fourth iteration, GPT-4. Imagine an AI that can draft emails, write poetry, or even develop a simple app—all with a human touch that's becoming increasingly difficult to distinguish from its biological counterparts. This goes beyond novelty; it opens avenues for unprecedented assistance in creative fields and the potential for personalized tutoring on a scale we've never seen before.\n",
      "\n",
      "### Goodbye Language Barriers: Real-time Translation\n",
      "\n",
      "The world is a melting pot of languages and cultures, and AI is stirring the pot with real-time translation improvements. In the past, we'd awkwardly fumble through phrasebooks or struggle with translation apps that couldn't quite capture nuance. Today's AI-driven translators are different. They can interpret not just words but the subtleties of context and slang, rendering conversations with people from other cultures smoother and more natural. The ease of international dialogue that this technology can bring is set to change business, travel, and online communication in unimaginable ways.\n",
      "\n",
      "### Health and AI: A Match Made in Data Heaven\n",
      "\n",
      "Medicine and healthcare are areas where AI updates have potentially life-changing implications. Algorithms are now more adept at predicting patient outcomes, personalizing treatment plans, and even assisting in complicated surgeries. AI can sift through medical records and massive amounts of research in microseconds, serving as a valuable sidekick to doctors and researchers. These advancements could mean quicker diagnoses, effective treatments, and even better preventive care, shifting our healthcare paradigms towards more personalized medicine.\n",
      "\n",
      "### From Monoliths to Morsels: AI Chips in Everything\n",
      "\n",
      "AI isn't solely about software. It's also about hardware. Recent updates have seen AI chips becoming smaller, more powerful, and more energy-efficient, allowing them to be embedded into everyday objects. This trend, called the Internet of Things (IoT), means that your refrigerator, car, or even your toothbrush can become 'smart.' These devices can learn your habits and preferences to serve you better. A fridge could monitor your food's expiry dates and suggest recipes based on what you have. Your car could analyze your driving patterns and suggest the most fuel-efficient route. It's convenience at a whole new level, powered by AI.\n",
      "\n",
      "### Ethical AI: A Movement Towards Responsible Development\n",
      "\n",
      "A discussion about AI advancements would be incomplete without touching on the topic of ethics. As AI systems become more prevalent, concerns about privacy, bias, and control have sparked a movement towards more ethical development of AI technologies. Initiatives are underway to create AI that respects privacy by design, incorporates diverse data to avoid biases, and has checks and balances to prevent misuse. This indicates a maturing field that's looking inward, ensuring that these technological leaps benefit humanity while minimizing potential harms.\n",
      "\n",
      "### Looking Ahead: AI's Prospect for Society\n",
      "\n",
      "So, what do these updates mean for the average person? They suggest a future where AI will be part of the fabric of our existence, making life more accessible, efficient, and personalized. We'll find our digital assistants becoming more helpful, our professional work augmented by intelligent tools, and our homes gradually transforming into interconnected ecosystems that respond to our needs.\n",
      "\n",
      "However, with every step we take into this brave new world, we must tread with a mix of optimism and caution. We need to be active participants in shaping how AI evolves, demanding technology that works for the benefit of all. It's not just about what AI can do; it's about what it should do.\n",
      "\n",
      "Staying updated with AI is akin to tuning into the future as it unfolds. And as we move forward, AI's storyline only gets more fascinating, with each new chapter promising a blend of innovation and impact. Stay engaged, stay informed, and let's embrace these AI advancements, ready to leverage them for a brighter, more connected tomorrow.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mreflection_assistant\u001b[0m (to user_proxy):\n",
      "\n",
      "The writing effectively communicates excitement and accessibility regarding the current and future state of artificial intelligence. The structure is logical, it covers a broad range of AI applications, and it does so using a conversational style that is accessible to a general audience. Here are some suggestions and critiques to refine the piece further:\n",
      "\n",
      "1. Title:\n",
      "   - The title is catchy and encourages readers to explore the content; it does well in conveying that the update will be user-friendly.\n",
      "\n",
      "2. Introduction:\n",
      "   - The opening paragraph accomplishes its goal of setting a non-intimidating tone.\n",
      "   - Consider adding a brief mention of what specific updates or areas will be covered, to provide the reader with a roadmap of the discussion.\n",
      "\n",
      "3. AI Gets Creative: GPT-4 and More!\n",
      "   - The section effectively demystifies a complex topic into an easy-to-understand language.\n",
      "   - It could benefit from a specific example of GPT-4's capabilities or a short anecdote that highlights its impact.\n",
      "\n",
      "4. Goodbye Language Barriers: Real-time Translation\n",
      "   - This part succeeds in explaining the significance of translation AI in a relatable manner.\n",
      "   - Adding stats or comparing old versus new tech in a side-by-side feature list could enhance understanding.\n",
      "\n",
      "5. Health and AI: A Match Made in Data Heaven\n",
      "   - The section aptly emphasizes the promise of AI in healthcare.\n",
      "   - It would be valuable to address potential risks or challenges to avoid painting an overly rosy picture. A recommendation here is to briefly discuss data privacy concerns or the need for regulatory oversight.\n",
      "\n",
      "6. From Monoliths to Morsels: AI Chips in Everything\n",
      "   - This section provides tangible, everyday examples of AI's influence.\n",
      "   - It could be deepened by discussing the environmental implications of the IoT trend, such as electronic waste or the energy consumption of constantly connected devices.\n",
      "\n",
      "7. Ethical AI: A Movement Towards Responsible Development\n",
      "   - This is a critical section that addresses the essential issue of AI ethics.\n",
      "   - It would be strengthened by mentioning specific initiatives or frameworks being developed for ethical AI and by inviting reader engagement on these issues.\n",
      "\n",
      "8. Looking Ahead: AI's Prospect for Society\n",
      "   - The conclusion is forward-looking and balances optimism with caution.\n",
      "   - To encourage active reader participation, the piece could close with questions for reflection or a call to action, such as engaging with policymakers or supporting transparent AI research.\n",
      "\n",
      "9. Style & Tone:\n",
      "   - The conversational tone is maintained well throughout the piece, making complex subjects approachable.\n",
      "   - Use of active voice is consistent, keeping the writing engaging.\n",
      "\n",
      "Overall, the piece does well to convey the importance and influence of AI developments in a way that is approachable for non-experts. To enhance the depth and impact of the article, each section could be expanded with more detail, examples, and a balanced view of benefits versus challenges. Invite readers to think critically about AI's role in society and their own lives, leading to a richer, more informative experience.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33muser_proxy\u001b[0m (to writing_assistant):\n",
      "\n",
      "The writing effectively communicates excitement and accessibility regarding the current and future state of artificial intelligence. The structure is logical, it covers a broad range of AI applications, and it does so using a conversational style that is accessible to a general audience. Here are some suggestions and critiques to refine the piece further:\n",
      "\n",
      "1. Title:\n",
      "   - The title is catchy and encourages readers to explore the content; it does well in conveying that the update will be user-friendly.\n",
      "\n",
      "2. Introduction:\n",
      "   - The opening paragraph accomplishes its goal of setting a non-intimidating tone.\n",
      "   - Consider adding a brief mention of what specific updates or areas will be covered, to provide the reader with a roadmap of the discussion.\n",
      "\n",
      "3. AI Gets Creative: GPT-4 and More!\n",
      "   - The section effectively demystifies a complex topic into an easy-to-understand language.\n",
      "   - It could benefit from a specific example of GPT-4's capabilities or a short anecdote that highlights its impact.\n",
      "\n",
      "4. Goodbye Language Barriers: Real-time Translation\n",
      "   - This part succeeds in explaining the significance of translation AI in a relatable manner.\n",
      "   - Adding stats or comparing old versus new tech in a side-by-side feature list could enhance understanding.\n",
      "\n",
      "5. Health and AI: A Match Made in Data Heaven\n",
      "   - The section aptly emphasizes the promise of AI in healthcare.\n",
      "   - It would be valuable to address potential risks or challenges to avoid painting an overly rosy picture. A recommendation here is to briefly discuss data privacy concerns or the need for regulatory oversight.\n",
      "\n",
      "6. From Monoliths to Morsels: AI Chips in Everything\n",
      "   - This section provides tangible, everyday examples of AI's influence.\n",
      "   - It could be deepened by discussing the environmental implications of the IoT trend, such as electronic waste or the energy consumption of constantly connected devices.\n",
      "\n",
      "7. Ethical AI: A Movement Towards Responsible Development\n",
      "   - This is a critical section that addresses the essential issue of AI ethics.\n",
      "   - It would be strengthened by mentioning specific initiatives or frameworks being developed for ethical AI and by inviting reader engagement on these issues.\n",
      "\n",
      "8. Looking Ahead: AI's Prospect for Society\n",
      "   - The conclusion is forward-looking and balances optimism with caution.\n",
      "   - To encourage active reader participation, the piece could close with questions for reflection or a call to action, such as engaging with policymakers or supporting transparent AI research.\n",
      "\n",
      "9. Style & Tone:\n",
      "   - The conversational tone is maintained well throughout the piece, making complex subjects approachable.\n",
      "   - Use of active voice is consistent, keeping the writing engaging.\n",
      "\n",
      "Overall, the piece does well to convey the importance and influence of AI developments in a way that is approachable for non-experts. To enhance the depth and impact of the article, each section could be expanded with more detail, examples, and a balanced view of benefits versus challenges. Invite readers to think critically about AI's role in society and their own lives, leading to a richer, more informative experience.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mwriting_assistant\u001b[0m (to user_proxy):\n",
      "\n",
      "## AI Unveiled: A Peek Into Tomorrow's Tech, Today\n",
      "\n",
      "Welcome to a whirlwind tour of artificial intelligence's latest marvels, where we unpack the tech magic for everyone. From talking bots to health miracles, get ready to peek under the hood of tomorrow's technology that's knocking on your door today. So, strap in, and let's venture into the world where science fiction becomes science fact!\n",
      "\n",
      "### Creativity Unleashed with GPT-4\n",
      "\n",
      "Imagine a painter who can capture your dream on canvas, or a composer who can turn your hum into a symphony. That's where AI, with its new poster child GPT-4, is heading. Beyond crafting essays and charming chats, GPT-4 can now script your podcast or automate tedious coding jobs. For instance, a young coder recently used GPT-4 to develop an app overnight—a task that generally takes weeks! This is revolutionising creativity, automating the mundane, and freeing human minds for the extraordinary.\n",
      "\n",
      "### Breaking Walls: The Language Revolution\n",
      "\n",
      "The recent updates in translation AI would leave even the Tower of Babel bewildered. Diving into this transformation, let's compare the old and new: Picture a classic translator stumbling on idioms versus the latest AI smoothly sailing through slang, coughing up colloquialisms like a local. Here's a zinger - studies have shown that modern AI can translate some languages with near-human accuracy, shrinking our big, diverse world into a cozy global village.\n",
      "\n",
      "### The AI Doctor Will See You Now\n",
      "\n",
      "AI in healthcare is now doing rounds, ready to change lives. It's like a medical Sherlock Holmes, deducing health mysteries at lightning speed. Yet, amidst this awe, we must tread carefully. The sanctity of our personal, medical data hangs in balance, with AI's hunger for information clashing with our right to privacy. As the AI healthcare tide rises, so does the need for strong, empathetic policies that guard our information like the crown jewels.\n",
      "\n",
      "### A Chip off the Old Block: AI Everywhere\n",
      "\n",
      "AI chips are getting baked into practically everything—yes, even that toothbrush. This Internet of Things is smart, but there's a catch. Every smart device is hungry—for data and energy. Electronic waste and power consumption are very real concerns. We need green solutions as much as we need smart solutions, ensuring our planet doesn't pay the price for our convenience.\n",
      "\n",
      "### Ethics: The AI Guiding Principle\n",
      "\n",
      "In this acceleration, we've hammered the brakes and looked in the rear-view mirror at ethics. It's not just about AI's might but its morals. There's a crusade for AI with a conscience, led by initiatives like the AI Now Institute, promoting responsible AI that respects our dignity, diversity, and privacy. This is our collective checkpoint, ensuring AI doesn't outsmart its creators' values.\n",
      "\n",
      "### The Future in Our Hands\n",
      "\n",
      "The world of AI is a canvas with splashes of optimism framed by caution. It's a powerful ally and a profound responsibility. Our invitation to you? Become part of the conversation. Question, critique, and engage with tech developers, policymakers, and the wider community. Your voice can shape an AI-assisted world that reflects our collective aspirations and ethical compass.\n",
      "\n",
      "In this shared journey, stay informed and stay curious. Our next chapter in the AI saga is being written today—by us all. So dive in, dream big, and let's navigate the waves of AI together, creating a symphony where technology meets humanity.\n",
      "\n",
      "--------------------------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ChatResult(chat_id=None, chat_history=[{'content': 'Write an engaging blogpost on the recent updates in AI. The blogpost should be engaging and understandable for general audience. Should have more than 3 paragraphes but no longer than 1000 words.', 'role': 'assistant'}, {'content': \"## Navigating the New Frontiers of Artificial Intelligence: A User-Friendly Update\\n\\nArtificial Intelligence (AI) is leaping forward at an exhilarating speed, reshaping our world and how we interact with it. With a raft of recent updates, AI is becoming more intuitive, capable, and integrated into our daily lives. If you've ever felt overwhelmed by tech talk and jargon, worry not! Let's break down the latest in AI, making it not only digestible for everyone but also highlighting why it should matter to you.\\n\\n### AI Gets Creative: GPT-4 and More!\\n\\nHave you heard of ChatGPT? This AI, which made waves for mimicking human-like conversation, has now evolved into its fourth iteration, GPT-4. Imagine an AI that can draft emails, write poetry, or even develop a simple app—all with a human touch that's becoming increasingly difficult to distinguish from its biological counterparts. This goes beyond novelty; it opens avenues for unprecedented assistance in creative fields and the potential for personalized tutoring on a scale we've never seen before.\\n\\n### Goodbye Language Barriers: Real-time Translation\\n\\nThe world is a melting pot of languages and cultures, and AI is stirring the pot with real-time translation improvements. In the past, we'd awkwardly fumble through phrasebooks or struggle with translation apps that couldn't quite capture nuance. Today's AI-driven translators are different. They can interpret not just words but the subtleties of context and slang, rendering conversations with people from other cultures smoother and more natural. The ease of international dialogue that this technology can bring is set to change business, travel, and online communication in unimaginable ways.\\n\\n### Health and AI: A Match Made in Data Heaven\\n\\nMedicine and healthcare are areas where AI updates have potentially life-changing implications. Algorithms are now more adept at predicting patient outcomes, personalizing treatment plans, and even assisting in complicated surgeries. AI can sift through medical records and massive amounts of research in microseconds, serving as a valuable sidekick to doctors and researchers. These advancements could mean quicker diagnoses, effective treatments, and even better preventive care, shifting our healthcare paradigms towards more personalized medicine.\\n\\n### From Monoliths to Morsels: AI Chips in Everything\\n\\nAI isn't solely about software. It's also about hardware. Recent updates have seen AI chips becoming smaller, more powerful, and more energy-efficient, allowing them to be embedded into everyday objects. This trend, called the Internet of Things (IoT), means that your refrigerator, car, or even your toothbrush can become 'smart.' These devices can learn your habits and preferences to serve you better. A fridge could monitor your food's expiry dates and suggest recipes based on what you have. Your car could analyze your driving patterns and suggest the most fuel-efficient route. It's convenience at a whole new level, powered by AI.\\n\\n### Ethical AI: A Movement Towards Responsible Development\\n\\nA discussion about AI advancements would be incomplete without touching on the topic of ethics. As AI systems become more prevalent, concerns about privacy, bias, and control have sparked a movement towards more ethical development of AI technologies. Initiatives are underway to create AI that respects privacy by design, incorporates diverse data to avoid biases, and has checks and balances to prevent misuse. This indicates a maturing field that's looking inward, ensuring that these technological leaps benefit humanity while minimizing potential harms.\\n\\n### Looking Ahead: AI's Prospect for Society\\n\\nSo, what do these updates mean for the average person? They suggest a future where AI will be part of the fabric of our existence, making life more accessible, efficient, and personalized. We'll find our digital assistants becoming more helpful, our professional work augmented by intelligent tools, and our homes gradually transforming into interconnected ecosystems that respond to our needs.\\n\\nHowever, with every step we take into this brave new world, we must tread with a mix of optimism and caution. We need to be active participants in shaping how AI evolves, demanding technology that works for the benefit of all. It's not just about what AI can do; it's about what it should do.\\n\\nStaying updated with AI is akin to tuning into the future as it unfolds. And as we move forward, AI's storyline only gets more fascinating, with each new chapter promising a blend of innovation and impact. Stay engaged, stay informed, and let's embrace these AI advancements, ready to leverage them for a brighter, more connected tomorrow.\", 'role': 'user'}, {'content': \"The writing effectively communicates excitement and accessibility regarding the current and future state of artificial intelligence. The structure is logical, it covers a broad range of AI applications, and it does so using a conversational style that is accessible to a general audience. Here are some suggestions and critiques to refine the piece further:\\n\\n1. Title:\\n   - The title is catchy and encourages readers to explore the content; it does well in conveying that the update will be user-friendly.\\n\\n2. Introduction:\\n   - The opening paragraph accomplishes its goal of setting a non-intimidating tone.\\n   - Consider adding a brief mention of what specific updates or areas will be covered, to provide the reader with a roadmap of the discussion.\\n\\n3. AI Gets Creative: GPT-4 and More!\\n   - The section effectively demystifies a complex topic into an easy-to-understand language.\\n   - It could benefit from a specific example of GPT-4's capabilities or a short anecdote that highlights its impact.\\n\\n4. Goodbye Language Barriers: Real-time Translation\\n   - This part succeeds in explaining the significance of translation AI in a relatable manner.\\n   - Adding stats or comparing old versus new tech in a side-by-side feature list could enhance understanding.\\n\\n5. Health and AI: A Match Made in Data Heaven\\n   - The section aptly emphasizes the promise of AI in healthcare.\\n   - It would be valuable to address potential risks or challenges to avoid painting an overly rosy picture. A recommendation here is to briefly discuss data privacy concerns or the need for regulatory oversight.\\n\\n6. From Monoliths to Morsels: AI Chips in Everything\\n   - This section provides tangible, everyday examples of AI's influence.\\n   - It could be deepened by discussing the environmental implications of the IoT trend, such as electronic waste or the energy consumption of constantly connected devices.\\n\\n7. Ethical AI: A Movement Towards Responsible Development\\n   - This is a critical section that addresses the essential issue of AI ethics.\\n   - It would be strengthened by mentioning specific initiatives or frameworks being developed for ethical AI and by inviting reader engagement on these issues.\\n\\n8. Looking Ahead: AI's Prospect for Society\\n   - The conclusion is forward-looking and balances optimism with caution.\\n   - To encourage active reader participation, the piece could close with questions for reflection or a call to action, such as engaging with policymakers or supporting transparent AI research.\\n\\n9. Style & Tone:\\n   - The conversational tone is maintained well throughout the piece, making complex subjects approachable.\\n   - Use of active voice is consistent, keeping the writing engaging.\\n\\nOverall, the piece does well to convey the importance and influence of AI developments in a way that is approachable for non-experts. To enhance the depth and impact of the article, each section could be expanded with more detail, examples, and a balanced view of benefits versus challenges. Invite readers to think critically about AI's role in society and their own lives, leading to a richer, more informative experience.\", 'role': 'assistant'}, {'content': \"## AI Unveiled: A Peek Into Tomorrow's Tech, Today\\n\\nWelcome to a whirlwind tour of artificial intelligence's latest marvels, where we unpack the tech magic for everyone. From talking bots to health miracles, get ready to peek under the hood of tomorrow's technology that's knocking on your door today. So, strap in, and let's venture into the world where science fiction becomes science fact!\\n\\n### Creativity Unleashed with GPT-4\\n\\nImagine a painter who can capture your dream on canvas, or a composer who can turn your hum into a symphony. That's where AI, with its new poster child GPT-4, is heading. Beyond crafting essays and charming chats, GPT-4 can now script your podcast or automate tedious coding jobs. For instance, a young coder recently used GPT-4 to develop an app overnight—a task that generally takes weeks! This is revolutionising creativity, automating the mundane, and freeing human minds for the extraordinary.\\n\\n### Breaking Walls: The Language Revolution\\n\\nThe recent updates in translation AI would leave even the Tower of Babel bewildered. Diving into this transformation, let's compare the old and new: Picture a classic translator stumbling on idioms versus the latest AI smoothly sailing through slang, coughing up colloquialisms like a local. Here's a zinger - studies have shown that modern AI can translate some languages with near-human accuracy, shrinking our big, diverse world into a cozy global village.\\n\\n### The AI Doctor Will See You Now\\n\\nAI in healthcare is now doing rounds, ready to change lives. It's like a medical Sherlock Holmes, deducing health mysteries at lightning speed. Yet, amidst this awe, we must tread carefully. The sanctity of our personal, medical data hangs in balance, with AI's hunger for information clashing with our right to privacy. As the AI healthcare tide rises, so does the need for strong, empathetic policies that guard our information like the crown jewels.\\n\\n### A Chip off the Old Block: AI Everywhere\\n\\nAI chips are getting baked into practically everything—yes, even that toothbrush. This Internet of Things is smart, but there's a catch. Every smart device is hungry—for data and energy. Electronic waste and power consumption are very real concerns. We need green solutions as much as we need smart solutions, ensuring our planet doesn't pay the price for our convenience.\\n\\n### Ethics: The AI Guiding Principle\\n\\nIn this acceleration, we've hammered the brakes and looked in the rear-view mirror at ethics. It's not just about AI's might but its morals. There's a crusade for AI with a conscience, led by initiatives like the AI Now Institute, promoting responsible AI that respects our dignity, diversity, and privacy. This is our collective checkpoint, ensuring AI doesn't outsmart its creators' values.\\n\\n### The Future in Our Hands\\n\\nThe world of AI is a canvas with splashes of optimism framed by caution. It's a powerful ally and a profound responsibility. Our invitation to you? Become part of the conversation. Question, critique, and engage with tech developers, policymakers, and the wider community. Your voice can shape an AI-assisted world that reflects our collective aspirations and ethical compass.\\n\\nIn this shared journey, stay informed and stay curious. Our next chapter in the AI saga is being written today—by us all. So dive in, dream big, and let's navigate the waves of AI together, creating a symphony where technology meets humanity.\", 'role': 'user'}], summary=\"## AI Unveiled: A Peek Into Tomorrow's Tech, Today\\n\\nWelcome to a whirlwind tour of artificial intelligence's latest marvels, where we unpack the tech magic for everyone. From talking bots to health miracles, get ready to peek under the hood of tomorrow's technology that's knocking on your door today. So, strap in, and let's venture into the world where science fiction becomes science fact!\\n\\n### Creativity Unleashed with GPT-4\\n\\nImagine a painter who can capture your dream on canvas, or a composer who can turn your hum into a symphony. That's where AI, with its new poster child GPT-4, is heading. Beyond crafting essays and charming chats, GPT-4 can now script your podcast or automate tedious coding jobs. For instance, a young coder recently used GPT-4 to develop an app overnight—a task that generally takes weeks! This is revolutionising creativity, automating the mundane, and freeing human minds for the extraordinary.\\n\\n### Breaking Walls: The Language Revolution\\n\\nThe recent updates in translation AI would leave even the Tower of Babel bewildered. Diving into this transformation, let's compare the old and new: Picture a classic translator stumbling on idioms versus the latest AI smoothly sailing through slang, coughing up colloquialisms like a local. Here's a zinger - studies have shown that modern AI can translate some languages with near-human accuracy, shrinking our big, diverse world into a cozy global village.\\n\\n### The AI Doctor Will See You Now\\n\\nAI in healthcare is now doing rounds, ready to change lives. It's like a medical Sherlock Holmes, deducing health mysteries at lightning speed. Yet, amidst this awe, we must tread carefully. The sanctity of our personal, medical data hangs in balance, with AI's hunger for information clashing with our right to privacy. As the AI healthcare tide rises, so does the need for strong, empathetic policies that guard our information like the crown jewels.\\n\\n### A Chip off the Old Block: AI Everywhere\\n\\nAI chips are getting baked into practically everything—yes, even that toothbrush. This Internet of Things is smart, but there's a catch. Every smart device is hungry—for data and energy. Electronic waste and power consumption are very real concerns. We need green solutions as much as we need smart solutions, ensuring our planet doesn't pay the price for our convenience.\\n\\n### Ethics: The AI Guiding Principle\\n\\nIn this acceleration, we've hammered the brakes and looked in the rear-view mirror at ethics. It's not just about AI's might but its morals. There's a crusade for AI with a conscience, led by initiatives like the AI Now Institute, promoting responsible AI that respects our dignity, diversity, and privacy. This is our collective checkpoint, ensuring AI doesn't outsmart its creators' values.\\n\\n### The Future in Our Hands\\n\\nThe world of AI is a canvas with splashes of optimism framed by caution. It's a powerful ally and a profound responsibility. Our invitation to you? Become part of the conversation. Question, critique, and engage with tech developers, policymakers, and the wider community. Your voice can shape an AI-assisted world that reflects our collective aspirations and ethical compass.\\n\\nIn this shared journey, stay informed and stay curious. Our next chapter in the AI saga is being written today—by us all. So dive in, dream big, and let's navigate the waves of AI together, creating a symphony where technology meets humanity.\", cost=({'total_cost': 0.14787, 'gpt-4': {'cost': 0.14787, 'prompt_tokens': 1705, 'completion_tokens': 1612, 'total_tokens': 3317}}, {'total_cost': 0}), human_input=[])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def reflection_message(recipient, messages, sender, config):\n",
    "    print(\"Reflecting...\", \"yellow\")\n",
    "    return f\"Reflect and provide critique on the following writing. \\n\\n {recipient.chat_messages_for_summary(sender)[-1]['content']}\"\n",
    "\n",
    "\n",
    "nested_chat_queue = [\n",
    "    {\n",
    "        \"recipient\": reflection_assistant,\n",
    "        \"message\": reflection_message,\n",
    "        \"max_turns\": 1,\n",
    "    },\n",
    "]\n",
    "user_proxy.register_nested_chats(\n",
    "    nested_chat_queue,\n",
    "    trigger=writing_assistant,\n",
    "    # position=4,\n",
    ")\n",
    "\n",
    "user_proxy.initiate_chat(\n",
    "    writing_assistant,\n",
    "    message=\"Write an engaging blogpost on the recent updates in AI. The blogpost should be engaging and understandable for general audience. Should have more than 3 paragraphes but no longer than 1000 words.\",\n",
    "    max_turns=2,\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "flaml_dev",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
